Josh Dillon, Last Revised January 2022
This notebook examines an individual antenna's performance over a whole season. This notebook parses information from each nightly rtp_summarynotebook (as saved to .csvs) and builds a table describing antenna performance. It also reproduces per-antenna plots from each auto_metrics notebook pertinent to the specific antenna.
import os
from IPython.display import display, HTML
display(HTML("<style>.container { width:100% !important; }</style>"))
# If you want to run this notebook locally, copy the output of the next cell into the next line of this cell.
# antenna = "004"
# csv_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/_rtp_summary_'
# auto_metrics_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/auto_metrics_inspect'
# os.environ["ANTENNA"] = antenna
# os.environ["CSV_FOLDER"] = csv_folder
# os.environ["AUTO_METRICS_FOLDER"] = auto_metrics_folder
# Use environment variables to figure out path to the csvs and auto_metrics
antenna = str(int(os.environ["ANTENNA"]))
csv_folder = os.environ["CSV_FOLDER"]
auto_metrics_folder = os.environ["AUTO_METRICS_FOLDER"]
print(f'antenna = "{antenna}"')
print(f'csv_folder = "{csv_folder}"')
print(f'auto_metrics_folder = "{auto_metrics_folder}"')
antenna = "324" csv_folder = "/home/obs/src/H6C_Notebooks/_rtp_summary_" auto_metrics_folder = "/home/obs/src/H6C_Notebooks/auto_metrics_inspect"
display(HTML(f'<h1 style=font-size:50px><u>Antenna {antenna} Report</u><p></p></h1>'))
import numpy as np
import pandas as pd
pd.set_option('display.max_rows', 1000)
import glob
import re
from hera_notebook_templates.utils import status_colors, Antenna
# load csvs and auto_metrics htmls in reverse chronological order
csvs = sorted(glob.glob(os.path.join(csv_folder, 'rtp_summary_table*.csv')))[::-1]
print(f'Found {len(csvs)} csvs in {csv_folder}')
auto_metric_htmls = sorted(glob.glob(auto_metrics_folder + '/auto_metrics_inspect_*.html'))[::-1]
print(f'Found {len(auto_metric_htmls)} auto_metrics notebooks in {auto_metrics_folder}')
Found 52 csvs in /home/obs/src/H6C_Notebooks/_rtp_summary_ Found 50 auto_metrics notebooks in /home/obs/src/H6C_Notebooks/auto_metrics_inspect
# Per-season options
mean_round_modz_cut = 4
dead_cut = 0.4
crossed_cut = 0.0
def jd_to_summary_url(jd):
return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H6C_Notebooks/blob/main/_rtp_summary_/rtp_summary_{jd}.html'
def jd_to_auto_metrics_url(jd):
return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H6C_Notebooks/blob/main/auto_metrics_inspect/auto_metrics_inspect_{jd}.html'
this_antenna = None
jds = []
# parse information about antennas and nodes
for csv in csvs:
df = pd.read_csv(csv)
for n in range(len(df)):
# Add this day to the antenna
row = df.loc[n]
if isinstance(row['Ant'], str) and '<a href' in row['Ant']:
antnum = int(row['Ant'].split('</a>')[0].split('>')[-1]) # it's a link, extract antnum
else:
antnum = int(row['Ant'])
if antnum != int(antenna):
continue
if np.issubdtype(type(row['Node']), np.integer):
row['Node'] = str(row['Node'])
if type(row['Node']) == str and row['Node'].isnumeric():
row['Node'] = 'N' + ('0' if len(row['Node']) == 1 else '') + row['Node']
if this_antenna is None:
this_antenna = Antenna(row['Ant'], row['Node'])
jd = [int(s) for s in re.split('_|\.', csv) if s.isdigit()][-1]
jds.append(jd)
this_antenna.add_day(jd, row)
break
# build dataframe
to_show = {'JDs': [f'<a href="{jd_to_summary_url(jd)}" target="_blank">{jd}</a>' for jd in jds]}
to_show['A Priori Status'] = [this_antenna.statuses[jd] for jd in jds]
df = pd.DataFrame(to_show)
# create bar chart columns for flagging percentages:
bar_cols = {}
bar_cols['Auto Metrics Flags'] = [this_antenna.auto_flags[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jee)'] = [this_antenna.dead_flags_Jee[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jnn)'] = [this_antenna.dead_flags_Jnn[jd] for jd in jds]
bar_cols['Crossed Fraction in Ant Metrics'] = [this_antenna.crossed_flags[jd] for jd in jds]
bar_cols['Flag Fraction Before Redcal'] = [this_antenna.flags_before_redcal[jd] for jd in jds]
bar_cols['Flagged By Redcal chi^2 Fraction'] = [this_antenna.redcal_flags[jd] for jd in jds]
for col in bar_cols:
df[col] = bar_cols[col]
z_score_cols = {}
z_score_cols['ee Shape Modified Z-Score'] = [this_antenna.ee_shape_zs[jd] for jd in jds]
z_score_cols['nn Shape Modified Z-Score'] = [this_antenna.nn_shape_zs[jd] for jd in jds]
z_score_cols['ee Power Modified Z-Score'] = [this_antenna.ee_power_zs[jd] for jd in jds]
z_score_cols['nn Power Modified Z-Score'] = [this_antenna.nn_power_zs[jd] for jd in jds]
z_score_cols['ee Temporal Variability Modified Z-Score'] = [this_antenna.ee_temp_var_zs[jd] for jd in jds]
z_score_cols['nn Temporal Variability Modified Z-Score'] = [this_antenna.nn_temp_var_zs[jd] for jd in jds]
z_score_cols['ee Temporal Discontinuties Modified Z-Score'] = [this_antenna.ee_temp_discon_zs[jd] for jd in jds]
z_score_cols['nn Temporal Discontinuties Modified Z-Score'] = [this_antenna.nn_temp_discon_zs[jd] for jd in jds]
for col in z_score_cols:
df[col] = z_score_cols[col]
ant_metrics_cols = {}
ant_metrics_cols['Average Dead Ant Metric (Jee)'] = [this_antenna.Jee_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Dead Ant Metric (Jnn)'] = [this_antenna.Jnn_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Crossed Ant Metric'] = [this_antenna.crossed_metrics[jd] for jd in jds]
for col in ant_metrics_cols:
df[col] = ant_metrics_cols[col]
redcal_cols = {}
redcal_cols['Median chi^2 Per Antenna (Jee)'] = [this_antenna.Jee_chisqs[jd] for jd in jds]
redcal_cols['Median chi^2 Per Antenna (Jnn)'] = [this_antenna.Jnn_chisqs[jd] for jd in jds]
for col in redcal_cols:
df[col] = redcal_cols[col]
# style dataframe
table = df.style.hide_index()\
.applymap(lambda val: f'background-color: {status_colors[val]}' if val in status_colors else '', subset=['A Priori Status']) \
.background_gradient(cmap='viridis', vmax=mean_round_modz_cut * 3, vmin=0, axis=None, subset=list(z_score_cols.keys())) \
.background_gradient(cmap='bwr_r', vmin=dead_cut-.25, vmax=dead_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
.background_gradient(cmap='bwr_r', vmin=crossed_cut-.25, vmax=crossed_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
.background_gradient(cmap='plasma', vmax=4, vmin=1, axis=None, subset=list(redcal_cols.keys())) \
.applymap(lambda val: 'font-weight: bold' if val < dead_cut else '', subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
.applymap(lambda val: 'font-weight: bold' if val < crossed_cut else '', subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
.applymap(lambda val: 'font-weight: bold' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
.applymap(lambda val: 'color: red' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
.bar(subset=list(bar_cols.keys()), vmin=0, vmax=1) \
.format({col: '{:,.4f}'.format for col in z_score_cols}) \
.format({col: '{:,.4f}'.format for col in ant_metrics_cols}) \
.format('{:,.2%}', na_rep='-', subset=list(bar_cols.keys())) \
.set_table_styles([dict(selector="th",props=[('max-width', f'70pt')])])
This table reproduces each night's row for this antenna from the RTP Summary notebooks. For more info on the columns, see those notebooks, linked in the JD column.
display(HTML(f'<h2>Antenna {antenna}, Node {this_antenna.node}:</h2>'))
HTML(table.render(render_links=True, escape=False))
| JDs | A Priori Status | Auto Metrics Flags | Dead Fraction in Ant Metrics (Jee) | Dead Fraction in Ant Metrics (Jnn) | Crossed Fraction in Ant Metrics | Flag Fraction Before Redcal | Flagged By Redcal chi^2 Fraction | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | Average Dead Ant Metric (Jee) | Average Dead Ant Metric (Jnn) | Average Crossed Ant Metric | Median chi^2 Per Antenna (Jee) | Median chi^2 Per Antenna (Jnn) |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 2459867 | not_connected | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 1.974385 | 3.523000 | 26.418568 | 30.407428 | 1.492535 | 3.450037 | 0.199340 | -2.476084 | 0.6036 | 0.5725 | 0.4058 | nan | nan |
| 2459866 | not_connected | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 2.109155 | 3.907365 | 24.082115 | 28.140893 | 1.187744 | 3.666205 | 1.171317 | -0.861062 | 0.6075 | 0.5771 | 0.3971 | nan | nan |
| 2459865 | not_connected | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 3.487215 | 4.642891 | 32.009662 | 36.969940 | 3.186709 | 7.379789 | 5.623747 | 3.971680 | 0.6224 | 0.5875 | 0.3845 | nan | nan |
| 2459864 | not_connected | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 2.168931 | 4.724758 | 15.874070 | 17.621848 | 1.789569 | 4.680030 | -0.514271 | -2.702579 | 0.6045 | 0.5691 | 0.4169 | nan | nan |
| 2459863 | not_connected | 0.00% | 0.00% | 0.00% | 0.00% | - | - | 0.755549 | 1.893549 | 1.438135 | 1.795931 | -0.530382 | -0.339398 | 0.138108 | -2.080032 | 0.5986 | 0.5567 | 0.4078 | nan | nan |
| 2459862 | not_connected | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 1.302825 | 3.454788 | 19.553990 | 21.175321 | 2.738145 | 4.941090 | 2.287310 | 0.591769 | 0.5671 | 0.5762 | 0.4227 | nan | nan |
| 2459861 | not_connected | 0.00% | 0.00% | 0.00% | 0.00% | - | - | 0.085278 | 1.234115 | 0.267289 | 0.412364 | -1.046687 | -1.622707 | -0.754863 | -1.281180 | 0.6148 | 0.5716 | 0.4221 | nan | nan |
| 2459860 | not_connected | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 1.002963 | 2.636926 | 14.955907 | 16.260261 | 5.351990 | 8.076414 | -1.025666 | -2.220279 | 0.6218 | 0.5709 | 0.4176 | nan | nan |
| 2459859 | not_connected | 0.00% | 0.00% | 0.00% | 0.00% | - | - | 0.193783 | 0.976614 | 0.397376 | 0.527557 | -0.872696 | -1.747871 | 0.003042 | -1.319000 | 0.6289 | 0.5766 | 0.4140 | nan | nan |
| 2459858 | not_connected | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.069933 | 0.985839 | -0.101439 | 0.195299 | -0.231423 | -1.937860 | 1.107644 | -0.952978 | 0.6375 | 0.5823 | 0.4273 | 0.000000 | 0.000000 |
| 2459857 | not_connected | 100.00% | 100.00% | 100.00% | 0.00% | - | - | nan | nan | inf | inf | nan | nan | nan | nan | nan | nan | nan | nan | nan |
| 2459856 | not_connected | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 1.950649 | 3.708441 | 13.692029 | 15.203808 | 0.739319 | 4.225377 | 2.224949 | -0.627464 | 0.6222 | 0.5924 | 0.4083 | 0.000000 | 0.000000 |
| 2459855 | not_connected | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 2.574371 | 4.534527 | 15.427823 | 17.139059 | 0.539897 | 0.206508 | -1.053136 | -1.941041 | 0.5854 | 0.6053 | 0.4425 | 0.000000 | 0.000000 |
| 2459854 | not_connected | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 1.949667 | 4.166212 | 12.949048 | 14.362813 | 1.144617 | 0.701434 | -1.222637 | -2.172926 | 0.6060 | 0.6416 | 0.4457 | 0.000000 | 0.000000 |
| 2459853 | not_connected | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 1.429913 | 3.168733 | 16.873814 | 18.333728 | 1.645442 | 3.789892 | 0.529702 | -1.944533 | 0.6572 | 0.5876 | 0.4369 | 0.000000 | 0.000000 |
| 2459852 | not_connected | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 2.706002 | 4.597277 | 17.148296 | 18.372646 | 7.836033 | 10.196808 | 10.427513 | 11.261663 | 0.7102 | 0.6983 | 0.3035 | 0.000000 | 0.000000 |
| 2459851 | not_connected | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 1.762977 | 6.298536 | 19.097110 | 19.491465 | 6.896904 | 20.139218 | 3.064305 | 14.169034 | 0.6821 | 0.6520 | 0.3493 | 0.000000 | 0.000000 |
| 2459850 | not_connected | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 2.011290 | 3.993492 | 16.033160 | 17.191470 | 1.958310 | 8.462671 | -0.152094 | 6.213321 | 0.6546 | 0.6602 | 0.3616 | 0.000000 | 0.000000 |
| 2459849 | not_connected | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 2.307814 | 4.508927 | 31.685722 | 34.628407 | 0.813919 | 4.000439 | 0.735268 | -1.119094 | 0.6502 | 0.6536 | 0.3697 | 0.000000 | 0.000000 |
| 2459848 | not_connected | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 2.382170 | 4.339795 | 23.246825 | 24.691738 | 2.946681 | 7.368925 | -0.517335 | -2.007833 | 0.6167 | 0.6487 | 0.3869 | 0.000000 | 0.000000 |
| 2459847 | not_connected | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 1.998904 | 3.950134 | 21.980064 | 23.222977 | 6.069948 | 9.488170 | 1.171514 | -1.306332 | 0.6357 | 0.5815 | 0.4404 | 0.000000 | 0.000000 |
| 2459846 | not_connected | 100.00% | 0.00% | 17.09% | 0.00% | 100.00% | 0.00% | 8.996056 | 11.616991 | 17.130627 | 18.647242 | 9.137283 | 11.614121 | -0.013364 | -0.764217 | 0.7176 | 0.4547 | 0.4987 | 0.000000 | 0.000000 |
| 2459845 | not_connected | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 3.475794 | 5.472365 | 28.929430 | 32.047890 | 1.640734 | 5.695455 | 0.539237 | -2.568964 | 0.6085 | 0.6215 | 0.4088 | 0.000000 | 0.000000 |
| 2459844 | not_connected | 100.00% | 100.00% | 100.00% | 0.00% | - | - | 8.303264 | 10.001129 | 63.923558 | 67.187863 | 6.682012 | -0.758717 | -1.180384 | 0.388218 | 0.0296 | 0.0287 | 0.0009 | nan | nan |
| 2459843 | not_connected | 100.00% | 1.20% | 1.20% | 0.00% | 100.00% | 0.00% | 2.976597 | 5.099466 | 12.776776 | 14.142828 | 0.982176 | 4.524149 | 2.836725 | -0.040095 | 0.6280 | 0.6255 | 0.4289 | 0.000000 | 0.000000 |
| 2459840 | not_connected | 100.00% | 100.00% | 100.00% | 0.00% | - | - | 4.280926 | 2.167138 | 22.181166 | 23.216458 | -0.781827 | -0.073941 | -1.600786 | -0.435355 | 0.0282 | 0.0291 | 0.0018 | nan | nan |
| 2459839 | not_connected | 100.00% | - | - | - | - | - | 0.078513 | -0.330589 | 65.282703 | 67.275696 | -1.212336 | -1.320568 | -2.030405 | -0.229844 | nan | nan | nan | nan | nan |
| 2459838 | not_connected | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 17.058673 | 22.148276 | 24.299921 | 24.855199 | 24.062666 | 40.938191 | 136.072017 | 134.893483 | 0.0251 | 0.0244 | 0.0007 | 0.000000 | 0.000000 |
| 2459836 | not_connected | - | 100.00% | 100.00% | 0.00% | - | - | nan | nan | nan | nan | nan | nan | nan | nan | 0.0385 | 0.0379 | 0.0008 | nan | nan |
| 2459835 | not_connected | 0.00% | 100.00% | 100.00% | 0.00% | - | - | 1.287377 | -0.824675 | 1.543852 | -1.040536 | 0.599659 | -0.278067 | -1.345434 | 1.003967 | 0.0376 | 0.0376 | 0.0008 | nan | nan |
| 2459833 | not_connected | 100.00% | 100.00% | 100.00% | 0.00% | - | - | 6.949643 | -0.507037 | 20.654802 | 17.175651 | 2.942664 | -0.236912 | -0.353768 | 1.464084 | 0.0414 | 0.0341 | 0.0019 | nan | nan |
| 2459832 | not_connected | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 9.181772 | 4.862696 | 13.755897 | 7.963718 | 3.862643 | 1.076854 | 0.147386 | -0.768979 | 0.1149 | 0.0836 | 0.0622 | 0.000000 | 0.000000 |
| 2459831 | not_connected | 100.00% | 100.00% | 100.00% | 0.00% | - | - | 1.550744 | 0.966163 | 70.393736 | 72.588086 | -1.173722 | -1.117344 | -1.627415 | -0.385524 | 0.0369 | 0.0438 | 0.0024 | nan | nan |
| 2459830 | not_connected | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 11.117489 | 6.365048 | 18.745385 | 11.781399 | 21.553443 | 9.549406 | -1.934167 | 0.681720 | 0.1156 | 0.0765 | 0.0644 | 0.000000 | 0.000000 |
| 2459829 | not_connected | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 8.044607 | 5.587497 | 17.975386 | 11.389339 | 11.888346 | 7.504183 | -0.636125 | 3.367454 | 0.1034 | 0.0911 | 0.0449 | 0.000000 | 0.000000 |
| 2459828 | not_connected | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 9.593701 | 6.102939 | 13.627833 | 8.783444 | 18.417457 | 9.675413 | -0.363177 | -3.019431 | 0.1089 | 0.0757 | 0.0565 | 0.000000 | 0.000000 |
| 2459827 | not_connected | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 6.759723 | 4.229177 | 23.102905 | 14.772001 | 12.080389 | 6.713344 | 1.019937 | 0.103642 | 0.1034 | 0.0870 | 0.0449 | 0.000000 | 0.000000 |
| 2459826 | not_connected | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | nan | nan | inf | inf | nan | nan | nan | nan | nan | nan | nan | 0.000000 | 0.000000 |
| 2459825 | not_connected | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 11.028732 | 6.106203 | 14.817773 | 9.166080 | 15.748800 | 8.133010 | 0.188846 | -0.193160 | 0.1131 | 0.0714 | 0.0514 | 0.000000 | 0.000000 |
| 2459824 | not_connected | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 3.269938 | 2.361812 | 20.195645 | 12.220528 | 2.139997 | 1.921774 | -1.272507 | -0.401934 | 0.0946 | 0.0932 | 0.0392 | 0.000000 | 0.000000 |
| 2459823 | not_connected | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 13.679164 | 8.043625 | 16.360953 | 10.678824 | 21.953628 | 15.023006 | 8.714393 | 3.237700 | 0.1042 | 0.0807 | 0.0477 | 0.000000 | 0.000000 |
| 2459822 | not_connected | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 12.125107 | 7.123065 | 17.739461 | 11.447926 | 18.553022 | 10.856704 | 0.628087 | 0.293613 | 0.1141 | 0.0754 | 0.0495 | 0.000000 | 0.000000 |
| 2459821 | not_connected | 100.00% | 11.29% | 67.74% | 0.00% | 100.00% | 0.00% | 14.192791 | 9.218391 | 17.647032 | 11.866696 | 14.793004 | 9.283814 | -0.048729 | 2.628200 | 0.6046 | 0.3441 | 0.4590 | 0.000000 | 0.000000 |
| 2459820 | not_connected | 100.00% | 0.00% | 10.20% | 0.00% | 100.00% | 0.00% | 8.079007 | 5.299299 | 20.226286 | 13.116366 | 33.385646 | 21.555916 | -1.399868 | -0.602069 | 0.6744 | 0.5312 | 0.4441 | 0.000000 | 0.000000 |
| 2459817 | not_connected | 100.00% | 0.00% | 51.08% | 0.00% | 100.00% | 0.00% | 13.433814 | 8.712655 | 14.185663 | 9.357913 | 21.697786 | 13.708389 | 0.333035 | 0.028790 | 0.6662 | 0.4040 | 0.4984 | 0.000000 | 0.000000 |
| 2459816 | not_connected | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | nan | nan | inf | inf | nan | nan | nan | nan | nan | nan | nan | 0.000000 | 0.000000 |
| 2459815 | not_connected | 100.00% | 0.00% | 53.76% | 0.00% | 100.00% | 0.00% | 12.729166 | 8.040191 | 16.207891 | 10.364802 | 29.083933 | 17.668878 | -0.676393 | -1.110901 | 0.6535 | 0.4155 | 0.5002 | 0.000000 | 0.000000 |
| 2459814 | not_connected | 0.00% | - | - | - | - | - | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan |
| 2459813 | not_connected | 100.00% | 0.00% | 9.67% | 0.00% | 100.00% | 0.00% | 13.338866 | 10.616886 | 14.097585 | 9.970589 | 41.532160 | 31.625728 | -1.359868 | 2.101745 | 0.6788 | 0.5331 | 0.4490 | 0.000000 | 0.000000 |
auto_metrics notebooks.¶htmls_to_display = []
for am_html in auto_metric_htmls:
html_to_display = ''
# read html into a list of lines
with open(am_html) as f:
lines = f.readlines()
# find section with this antenna's metric plots and add to html_to_display
jd = [int(s) for s in re.split('_|\.', am_html) if s.isdigit()][-1]
try:
section_start_line = lines.index(f'<h2>Antenna {antenna}: {jd}</h2>\n')
except ValueError:
continue
html_to_display += lines[section_start_line].replace(str(jd), f'<a href="{jd_to_auto_metrics_url(jd)}" target="_blank">{jd}</a>')
for line in lines[section_start_line + 1:]:
html_to_display += line
if '<hr' in line:
htmls_to_display.append(html_to_display)
break
These figures are reproduced from auto_metrics notebooks. For more info on the specific plots and metrics, see those notebooks (linked at the JD). The most recent 100 days (at most) are shown.
for i, html_to_display in enumerate(htmls_to_display):
if i == 100:
break
display(HTML(html_to_display))
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 324 | N04 | not_connected | nn Power | 30.407428 | 1.974385 | 3.523000 | 26.418568 | 30.407428 | 1.492535 | 3.450037 | 0.199340 | -2.476084 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 324 | N04 | not_connected | nn Power | 28.140893 | 3.907365 | 2.109155 | 28.140893 | 24.082115 | 3.666205 | 1.187744 | -0.861062 | 1.171317 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 324 | N04 | not_connected | nn Power | 36.969940 | 3.487215 | 4.642891 | 32.009662 | 36.969940 | 3.186709 | 7.379789 | 5.623747 | 3.971680 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 324 | N04 | not_connected | nn Power | 17.621848 | 4.724758 | 2.168931 | 17.621848 | 15.874070 | 4.680030 | 1.789569 | -2.702579 | -0.514271 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 324 | N04 | not_connected | nn Shape | 1.893549 | 0.755549 | 1.893549 | 1.438135 | 1.795931 | -0.530382 | -0.339398 | 0.138108 | -2.080032 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 324 | N04 | not_connected | nn Power | 21.175321 | 1.302825 | 3.454788 | 19.553990 | 21.175321 | 2.738145 | 4.941090 | 2.287310 | 0.591769 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 324 | N04 | not_connected | nn Shape | 1.234115 | 1.234115 | 0.085278 | 0.412364 | 0.267289 | -1.622707 | -1.046687 | -1.281180 | -0.754863 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 324 | N04 | not_connected | nn Power | 16.260261 | 1.002963 | 2.636926 | 14.955907 | 16.260261 | 5.351990 | 8.076414 | -1.025666 | -2.220279 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 324 | N04 | not_connected | nn Shape | 0.976614 | 0.193783 | 0.976614 | 0.397376 | 0.527557 | -0.872696 | -1.747871 | 0.003042 | -1.319000 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 324 | N04 | not_connected | ee Temporal Discontinuties | 1.107644 | 0.985839 | 0.069933 | 0.195299 | -0.101439 | -1.937860 | -0.231423 | -0.952978 | 1.107644 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 324 | N04 | not_connected | nn Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 324 | N04 | not_connected | nn Power | 15.203808 | 1.950649 | 3.708441 | 13.692029 | 15.203808 | 0.739319 | 4.225377 | 2.224949 | -0.627464 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 324 | N04 | not_connected | nn Power | 17.139059 | 4.534527 | 2.574371 | 17.139059 | 15.427823 | 0.206508 | 0.539897 | -1.941041 | -1.053136 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 324 | N04 | not_connected | nn Power | 14.362813 | 4.166212 | 1.949667 | 14.362813 | 12.949048 | 0.701434 | 1.144617 | -2.172926 | -1.222637 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 324 | N04 | not_connected | nn Power | 18.333728 | 3.168733 | 1.429913 | 18.333728 | 16.873814 | 3.789892 | 1.645442 | -1.944533 | 0.529702 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 324 | N04 | not_connected | nn Power | 18.372646 | 2.706002 | 4.597277 | 17.148296 | 18.372646 | 7.836033 | 10.196808 | 10.427513 | 11.261663 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 324 | N04 | not_connected | nn Temporal Variability | 20.139218 | 1.762977 | 6.298536 | 19.097110 | 19.491465 | 6.896904 | 20.139218 | 3.064305 | 14.169034 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 324 | N04 | not_connected | nn Power | 17.191470 | 2.011290 | 3.993492 | 16.033160 | 17.191470 | 1.958310 | 8.462671 | -0.152094 | 6.213321 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 324 | N04 | not_connected | nn Power | 34.628407 | 2.307814 | 4.508927 | 31.685722 | 34.628407 | 0.813919 | 4.000439 | 0.735268 | -1.119094 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 324 | N04 | not_connected | nn Power | 24.691738 | 4.339795 | 2.382170 | 24.691738 | 23.246825 | 7.368925 | 2.946681 | -2.007833 | -0.517335 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 324 | N04 | not_connected | nn Power | 23.222977 | 3.950134 | 1.998904 | 23.222977 | 21.980064 | 9.488170 | 6.069948 | -1.306332 | 1.171514 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 324 | N04 | not_connected | nn Power | 18.647242 | 8.996056 | 11.616991 | 17.130627 | 18.647242 | 9.137283 | 11.614121 | -0.013364 | -0.764217 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 324 | N04 | not_connected | nn Power | 32.047890 | 5.472365 | 3.475794 | 32.047890 | 28.929430 | 5.695455 | 1.640734 | -2.568964 | 0.539237 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 324 | N04 | not_connected | nn Power | 67.187863 | 8.303264 | 10.001129 | 63.923558 | 67.187863 | 6.682012 | -0.758717 | -1.180384 | 0.388218 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 324 | N04 | not_connected | nn Power | 14.142828 | 5.099466 | 2.976597 | 14.142828 | 12.776776 | 4.524149 | 0.982176 | -0.040095 | 2.836725 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 324 | N04 | not_connected | nn Power | 23.216458 | 4.280926 | 2.167138 | 22.181166 | 23.216458 | -0.781827 | -0.073941 | -1.600786 | -0.435355 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 324 | N04 | not_connected | nn Power | 67.275696 | -0.330589 | 0.078513 | 67.275696 | 65.282703 | -1.320568 | -1.212336 | -0.229844 | -2.030405 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 324 | N04 | not_connected | ee Temporal Discontinuties | 136.072017 | 22.148276 | 17.058673 | 24.855199 | 24.299921 | 40.938191 | 24.062666 | 134.893483 | 136.072017 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 324 | N04 | not_connected | ee Power | 1.543852 | -0.824675 | 1.287377 | -1.040536 | 1.543852 | -0.278067 | 0.599659 | 1.003967 | -1.345434 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 324 | N04 | not_connected | ee Power | 20.654802 | -0.507037 | 6.949643 | 17.175651 | 20.654802 | -0.236912 | 2.942664 | 1.464084 | -0.353768 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 324 | N04 | not_connected | ee Power | 13.755897 | 9.181772 | 4.862696 | 13.755897 | 7.963718 | 3.862643 | 1.076854 | 0.147386 | -0.768979 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 324 | N04 | not_connected | nn Power | 72.588086 | 1.550744 | 0.966163 | 70.393736 | 72.588086 | -1.173722 | -1.117344 | -1.627415 | -0.385524 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 324 | N04 | not_connected | ee Temporal Variability | 21.553443 | 11.117489 | 6.365048 | 18.745385 | 11.781399 | 21.553443 | 9.549406 | -1.934167 | 0.681720 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 324 | N04 | not_connected | ee Power | 17.975386 | 5.587497 | 8.044607 | 11.389339 | 17.975386 | 7.504183 | 11.888346 | 3.367454 | -0.636125 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 324 | N04 | not_connected | ee Temporal Variability | 18.417457 | 6.102939 | 9.593701 | 8.783444 | 13.627833 | 9.675413 | 18.417457 | -3.019431 | -0.363177 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 324 | N04 | not_connected | ee Power | 23.102905 | 6.759723 | 4.229177 | 23.102905 | 14.772001 | 12.080389 | 6.713344 | 1.019937 | 0.103642 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 324 | N04 | not_connected | nn Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 324 | N04 | not_connected | ee Temporal Variability | 15.748800 | 6.106203 | 11.028732 | 9.166080 | 14.817773 | 8.133010 | 15.748800 | -0.193160 | 0.188846 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 324 | N04 | not_connected | ee Power | 20.195645 | 3.269938 | 2.361812 | 20.195645 | 12.220528 | 2.139997 | 1.921774 | -1.272507 | -0.401934 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 324 | N04 | not_connected | ee Temporal Variability | 21.953628 | 8.043625 | 13.679164 | 10.678824 | 16.360953 | 15.023006 | 21.953628 | 3.237700 | 8.714393 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 324 | N04 | not_connected | ee Temporal Variability | 18.553022 | 12.125107 | 7.123065 | 17.739461 | 11.447926 | 18.553022 | 10.856704 | 0.628087 | 0.293613 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 324 | N04 | not_connected | ee Power | 17.647032 | 9.218391 | 14.192791 | 11.866696 | 17.647032 | 9.283814 | 14.793004 | 2.628200 | -0.048729 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 324 | N04 | not_connected | ee Temporal Variability | 33.385646 | 8.079007 | 5.299299 | 20.226286 | 13.116366 | 33.385646 | 21.555916 | -1.399868 | -0.602069 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 324 | N04 | not_connected | ee Temporal Variability | 21.697786 | 13.433814 | 8.712655 | 14.185663 | 9.357913 | 21.697786 | 13.708389 | 0.333035 | 0.028790 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 324 | N04 | not_connected | nn Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 324 | N04 | not_connected | ee Temporal Variability | 29.083933 | 8.040191 | 12.729166 | 10.364802 | 16.207891 | 17.668878 | 29.083933 | -1.110901 | -0.676393 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 324 | N04 | not_connected | nn Shape | nan | nan | nan | nan | nan | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 324 | N04 | not_connected | ee Temporal Variability | 41.532160 | 10.616886 | 13.338866 | 9.970589 | 14.097585 | 31.625728 | 41.532160 | 2.101745 | -1.359868 |